# Menlo Security: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/menlo-security

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Enterprise browsers](https://www.gane.ai/index/it/security/enterprise-browsers/index.md) | 0% | 24 | 25% | 8 |

## What the models said for it

- "Remote browser isolation reduces the risk of malware and malicious web content reaching endpoints." (Perplexity Sonar, Enterprise browsers)
- "Menlo is the industry standard for "Secure Web Gateway" (SWG) combined with browser capability" (Qwen 3.7 Flash, Enterprise browsers)

## And against it

- "they may add more complexity/cost than mid-market teams want unless you're dealing with extreme risks" (Grok 4.20, Enterprise browsers)
- "More complex, typically priced for larger enterprises; overkill for many mid-market B2B firms." (DeepSeek V4 Flash, Enterprise browsers)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Menlo Security, from 18 of the 19 answers that named it (only the models that return a source list).

### Domains cited

- akamai.com: 11
- island.io: 10
- chromeenterprise.google: 9
- csoonline.com: 8
- g2.com: 8
- github.com: 6
- startupstash.com: 6
- paloaltonetworks.com: 5
- cybersecuritynews.com: 4
- geekflare.com: 4

### Pages cited

- https://akamai.com/blog/security/2024/sep/enterprise-browser: 8
- https://csoonline.com/article/573875/secure-web-browsers-for-the-enterprise-compared-how-to-pick-the-right-one.html: 8
- https://chromeenterprise.google/article/secure-enterprise-browsing: 7
- https://g2.com/categories/secure-enterprise-browser: 7
- https://startupstash.com/top-secure-enterprise-browsers: 5
- https://cybersecuritynews.com/best-enterprise-browsers: 4
- https://geekflare.com/guides/best-enterprise-browsers: 4
- https://guideflow.com/blog/secure-enterprise-browser: 4

## In its own words

What Menlo Security's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Browser Security for Humans and Agents (https://menlosecurity.com/)
- For: the new enterprise workforce: humans and AI agents (https://menlosecurity.com/)
- Price stated: Menlo Security pricing is variable based on the products deployed and number of users. (https://www.menlosecurity.com/pricing)
- Hosting: global points of presence
- Customers named: Digital Nasional Berhad (DNB), Premier Miton, Synapxe, Jacobson Holdings, M1 Communications, Tokio Marine dR Co., LTD, Gösgen Nuclear Power Plant

## What it publishes

Every page menlosecurity.com exposes, read 2026-10-05: 3459 addresses. By kind, pages and the last 90 days:

- blog: 648 pages, 1 in the last 90 days, latest 2026-09-02
- case study: 22 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 61 pages, 0 in the last 90 days, latest undated
- conference or event: 4 pages, 2 in the last 90 days, latest 2026-09-22
- report or ebook: 19 pages, 0 in the last 90 days, latest undated
- comparison: 11 pages, 0 in the last 90 days, latest 2026-06-11
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 31 pages, 0 in the last 90 days, latest undated
- news or press: 108 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-22 conference or event: Gartner security risk management summit https://www.menlosecurity.com/events/gartner-security-risk-management-summit
- Recent: 2026-09-16 conference or event: Gisec global https://www.menlosecurity.com/events/gisec-global
- Recent: 2026-09-02 blog: 10 file threats that bypass traditional security and how to stop them https://www.menlosecurity.com/blog/10-file-threats-that-bypass-traditional-security-and-how-to-stop-them
- Recent: 2026-06-11 comparison: Menlo security vs vdi browser as the control plane https://www.menlosecurity.com/blog/menlo-security-vs-vdi-browser-as-the-control-plane
- Recent: 2026-05-26 comparison: The best vdi alternatives for hybrid workforces in 2026 https://www.menlosecurity.com/blog/the-best-vdi-alternatives-for-hybrid-workforces-in-2026
- Recent: 2026-03-18 blog: The next billion users wont be human https://www.menlosecurity.com/blog/the-next-billion-users-wont-be-human

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.